The library

nanogpt · Learning transformer internals, quick prototyping, or experimenting with variants without framework overhead.

freshdesk-triage · High-volume support queues where manual triage is the bottleneck.

clinical-foundations · Clinical practice where empirical assessment beats intuition for reliability and ethical practice.

tables · Organizing structured data where tables provide clarity and queryability.

cognitive-psychology · Understanding decision-making biases, memory constraints, or attention bottlenecks in system design.

developmental-psychology · Designing age-appropriate experiences, understanding delays, or intervening during critical periods.

huggingface-tokenizers · Fast, parallel tokenization when model-specific vocabularies and special tokens matter.

angle-generator · Marketing/comms where the same fact told through different angles reaches different segments.

research-methods-psych · Psychology research where internal/external validity and replicability are non-negotiable.

sentencepiece · Multilingual models or custom vocabularies where language-agnostic approach beats language-specific tokenizers.

nano-banana-blockrun · Generating production-ready images without API keys when you control on-chain payments via USDC micropayments, avoiding vendor lock-in.

social-psychology · Diagnosing why teams conform to poor decisions or explaining how organizational pressure shapes individual behavior beyond rational choice.

blameless-postmortem · Converting incidents into organization-wide learning while protecting the psychological safety required for honest incident reporting, especially in distributed systems and on-call rotations.

ecosystem-alignment · Keeping a custom Claude Code setup in sync with upstream platform updates, preventing drift and discovering new capabilities to adopt.

rca-causal-inference · Incidents with rich quantitative data where you need defensible, reproducible, mathematical causal claims (not just narrative RCA), especially when distinguishing multiple confounding factors.

rca-classical-methods · Linear, single-cause shop-floor incidents (5 Whys), or multi-pathway quality incidents (Fishbone), or safety-critical system design review (FTA/FMEA) where classical techniques have proven power.

rca-human-factors · Safety-critical industries (aviation, healthcare, emergency response, nuclear) where understanding why the operator's action was reasonable from their perspective reveals system design flaws to fix.

pyvene-interventions · guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework

distress-screening · screening for nonspecific psychological distress or tracking symptom burden over time

rca-systems-theoretic · investigating incidents in healthcare, aviation, nuclear, autonomous systems, distributed microservices, or any system where multiple act...

push · Solving push challenges

critical-reading · evaluating arguments, identifying bias, assessing source reliability, analyzing rhetoric, or synthesizing across multiple texts on the sa...

information-literacy · conducting research, evaluating sources, navigating digital information environments, teaching research skills, or addressing plagiarism ...

literary-analysis · interpreting literary texts, analyzing author craft, applying critical lenses, discussing theme and symbolism, or exploring how literary ...

riverpod-cancel · Flutter apps cancelling requests when user navigates or triggers rapid refreshes.

phonics-decoding · Teaching early literacy and diagnosing reading errors via Running Records.

reading-comprehension · Teaching comprehension when decoding is automatic and meaning-construction needs scaffolding.

variant-interpretation · Automated clinical variant reporting with ACMG evidence codes.

vocabulary-development · Teaching Tier 2 academic vocabulary when explicit word learning is needed.

ralph-specum-status · Real-time verification of spectrum analyzer readiness before measurement campaigns.

data-fidelity · Discovering data quality issues before training to avoid garbage-in-garbage-out.

claude-typescript-sdk · Integrating Claude into TypeScript backends and Node.js scripts.

sentry-known-pitfalls · Quick diagnosis of Sentry setup failures and error categorization issues.

research-mission-generator · Decomposing business goals into actionable research programs.

phpstan-resolver · Migrating PHP codebases to strict type checking incrementally.

data-analysis-sci · When you have raw measurements and need to extract honest conclusions with proper error analysis.

pnpm · Monorepos needing deterministic builds, strict dependency isolation, and centralized version catalogs.

earth-life-systems · When you need to design long-term ecological studies or extract causal claims from field observations.

constitutional-ai · When you want safety alignment without human labels and need explainable reasoning in refusals.

diff-since-my-commit · Code review workflows where you need to see what others changed to your files.

experimental-design-sci · When you must isolate causal effects and design has constraints (ethics, cost, timescale).

llamaguard · Production input/output filtering where you need a specialized 7B moderation model instead of general LLM.

pubfi-dsl-server-contract · When you need strict input validation and reject SQL/unknown-field queries server-side.

history-philosophy-science · When teaching or designing science curricula and need historical/philosophical grounding.

nemo-guardrails · When you need stateful conversational guardrails beyond single-turn content moderation.

gitlab-protected-branches · Multi-team workflows where you must enforce review gates and prevent force-push accidents.

science-communication · When translating peer-reviewed findings for policy, education, or public audiences.

prompt-guard · When you need lightweight client-side jailbreak detection before sending to LLM.

scientific-method · When teaching or designing any empirical study and need a repeatable framework.

citations · When generating bibliographies and need fast, accurate formatting across styles.